Train-tune-test

This major update supports a train-valid-test split of the data per Issue #4. It includes:

A training script that uses train and valid data, and logs running statistics of model performance on valid.
A test script that uses a downloaded model to score the test data.
A new notebook that uses the best hyperparameters to train a model using a large number of estimators.